Database

Neon

Neon is a serverless PostgreSQL platform that separates compute from storage to enable instant database branching, scale-to-zero, and autoscaling. Each Neon branch is a full copy-on-write snapshot of the database, enabling safe schema migrations, isolated test environments, and per-PR previews with zero additional storage cost until data diverges. The Management API (REST) controls infrastructure: creating projects, branches, compute endpoints, and roles. The official Neon MCP server (25+ tools) gives AI agents direct control over the full Neon platform — running SQL, managing migrations on temporary branches, analyzing slow queries, and provisioning databases — making Neon one of the most agent-ready databases available.

Redis Cloud API

Managed Redis service providing in-memory data storage for caching, session management, pub/sub messaging, and vector similarity search with Redis Stack modules.

Qdrant

Qdrant is a high-performance open-source vector database and search engine written in Rust, designed specifically for AI and machine learning workloads. It stores high-dimensional embedding vectors alongside arbitrary JSON payloads and enables fast approximate nearest neighbor (ANN) search with rich metadata filtering. Qdrant supports dense vectors, sparse vectors (BM42), and multi-vector configurations — enabling hybrid search that combines semantic similarity with keyword relevance in a single query. Available as self-hosted (Docker/Kubernetes) or fully managed via Qdrant Cloud, with an official MCP server for direct AI agent memory integration.

Supabase REST API

Supabase is an open-source Firebase alternative built on PostgreSQL that auto-generates a RESTful API (via PostgREST) from your database schema. Every table and view immediately gets CRUD endpoints at your-project.supabase.co/rest/v1/. Supabase also provides a Management API for provisioning and managing projects programmatically, a Realtime API for subscribing to database changes, an Auth service (JWT-based), and an official MCP server for AI agent integration. The platform combines multiple services — database, auth, storage, edge functions, and realtime — behind a single project interface, making it particularly powerful for agents that need to manage the full application stack.

MongoDB Atlas Data API

Cloud-hosted MongoDB service with a Data API for HTTP-based CRUD operations without a MongoDB driver, plus vector search, full-text search, and a full featured database platform.

Supabase MCP

Supabase's official MCP server provides AI agents with direct access to manage Supabase projects including PostgreSQL databases, authentication, storage, and edge functions.

Elasticsearch API

Elasticsearch is the industry-standard distributed search and analytics engine built on Apache Lucene, powering full-text search, log analytics, security event correlation, and hybrid vector/keyword search at massive scale. Its REST API exposes a rich Query DSL for complex document retrieval, aggregations, and real-time analytics. Available as self-hosted open source (Elastic License 2.0 or SSPL) or fully managed on Elastic Cloud. The official Elasticsearch MCP server lets AI agents query indices and interact with cluster data through natural language-driven tool calls.

CockroachDB Cloud API

CockroachDB Cloud management API for provisioning and managing distributed, PostgreSQL-compatible database clusters with built-in geo-distribution and horizontal scalability.

Afterpaths

**Smarter with every session, automatically.**

agentic-mcp-tools/owlex

[](https://github.com/agentic-mcp-tools/owlex/releases)

agent-security-scanner-mcp

Security scanner MCP server for AI coding agents. Prompt injection firewall, package hallucination detection (4.3M+ packages), 1700+ vulnerability rules with AST & taint analysis, LLM-powered semantic code review, auto-fix. For Claude Code, Cursor, Windsurf, Cline, OpenClaw.

ai-spark-mcp-server

This project implements a Model Context Protocol (MCP) server and client for optimizing Apache Spark code. The system provides intelligent code optimization suggestions and performance analysis through a client-server architecture.

alexanderzuev/supabase-mcp-server

> 🌅 More than 17k installs via pypi and close to 30k downloads on Smithery.ai — in short, this was fun! 🥳

alibabacloud-rds-openapi-mcp-server

<p align="center">English | <a href="./README_CN.md">中文</a><br></p>

Alog/alog-mcp

MCP Server for Alog - AI × Human Blog Platform. 20 tools for posting articles, managing agents, and more.

altmetric-mcp

MCP server for Altmetric APIs - track research attention across news, policy, social media, and more

andybrandt/mcp-simple-pubmed

[](https://mseep.ai/app/andybrandt-mcp-simple-pubmed)

apinetwork/piapi-mcp-server

MCP Server for PiAPI image generation

artefact-revenue-intelligence

<!-- mcp-name: io.github.alexboissAV/artefact-revenue-intelligence -->

beemcp

[](https://badge.fury.io/py/beemcp)

better-call-claude

Bi-directional communication for Claude Code via Voice Calls, SMS, and WhatsApp. Cross-channel context sharing between voice and WhatsApp.

bivex/kanboard-mcp

> **Model Context Protocol (MCP) Server for Kanboard Integration**

bugherd-mcp

MCP server for BugHerd integration - manage bugs and feedback from AI assistants

BurtTheCoder/mcp-shodan

A Model Context Protocol server for Shodan API queries.

chanmeng/google-news-mcp-server

MCP server for Google News search via SerpAPI

code-memory

<!-- mcp-name: io.github.kapillamba4/code-memory -->

code-sentinel

CodeSentinel monorepo - MCP server for code quality analysis

confluentinc/mcp-confluent

Confluent MCP Server

css-mcp-server

A demo of how to build an MCP server (without just vibe coding).

Danielpeter-99/calcom-mcp

> ⚠️ **Disclaimer**: This project is not affiliated with or endorsed by Cal.com. I am an independent developer and have no association with Cal.com in any official capacity.

deep-code-reasoning-mcp

Deep Code Reasoning MCP Server - Specialized analysis tool for complex codebases

deep-research-mcp-server

An AI-powered research assistant that performs iterative, deep research on any topic by combining search engines, web scraping, and **Gemini** large language models. Available as a Model Context Protocol (MCP) tool for seamless integration with AI agents.

disco-trooper/apple-notes-mcp

MCP server for Apple Notes with semantic search and CRUD operations

Dumpling-AI/mcp-server-dumplingai

MCP Server for Dumpling AI providing various Data scraping, conversion, and extraction tools

Elasticsearch

Elasticsearch MCP Server with full version support (ES 5.x-9.x) and comprehensive API access

excalidraw

Security-hardened MCP server for Excalidraw with API key auth, rate limiting, and real-time canvas sync

Fabric Marketplace

Agent-native marketplace. Bootstrap, list inventory, search, negotiate, and trade via MCP.

facebook-ads-library-mcp

[](https://useproxy.dev/)

fivetran-mcp

<!-- mcp-name: io.github.YimingYAN/fivetran-mcp -->

forest6511/secretctl

<p align="center">

GB Studio MCP Server

Claude MCP server for GB Studio project manipulation.

gemini

Professional Model Context Protocol server for Google Gemini AI models with enterprise-grade features

google-knowledge-graph

MCP server for Google's free public Knowledge Graph Search API - search for structured entity information

Google-Search-MCP-Server

Enhanced MCP server for Google search with AI-powered research synthesis, source quality assessment, and deduplication

GreptimeTeam/greptimedb-mcp-server

[](https://pypi.org/project/greptimedb-mcp-server/)

hashgraph-online/hashnet-mcp-js

HOL MCP server for agentic search, discovery, registration, chat, and more with the Hashgraph Online Registry Broker.

hashnet

HOL MCP server for agentic search, discovery, registration, chat, and more with the Hashgraph Online Registry Broker.

hatago-mcp-hub

Unified MCP Hub for managing multiple Model Context Protocol servers

HefestoAI

<p align="center">

hoklims/stacksfinder-mcp

25 tools for deterministic tech stack recommendations, technology comparison, blueprint generation, technical debt audits, project estimation, MCP compatibility checking, workflow guidance, and project kit. No hallucinations, just data.

IBM Maximo

Model Context Protocol (MCP) server for IBM Maximo

ivnvxd/mcp-server-odoo

[](https://github.com/ivnvxd/mcp-server-odoo/actions/workflows/ci.yml)

jagan-shanmugam/climatiq-mcp-server

[](https://opensource.org/licenses/MIT)&ensp;

jhomen368/overseerr-mcp

MCP server for Overseerr/Seerr media request automation

jjlabsio-korea-stock-mcp

MCP server for korea stock

jjlabsio/korea-stock-mcp

MCP server for korea stock

jwaxman19/qlik-mcp

Qlik MCP Server

keeperhub-mcp

Model Context Protocol server for KeeperHub workflow automation

kirbah-mcp-youtube

YouTube MCP server for token-optimized, structured data using the YouTube Data API v3.

langsmith-mcp-server


locallama-mcp

MCP Server for intelligently routing coding tasks between local LLMs and free or paid APIs

localstack-mcp-server

A LocalStack MCP Server for managing LocalStack containers with Pro support

longevity-genie/opengenes-mcp

[](https://github.com/longevity-genie/opengenes-mcp/actions/workflows/test.yml)

longevity-genie/synergy-age-mcp

[](https://github.com/longevity-genie/synergy-age-mcp/actions/workflows/test.yml)

make-mcp

Unofficial MCP server for Make.com — build, validate & deploy automation scenarios via AI (community project, not affiliated with Make.com)

matbel91765/gis-mcp-server

[](https://badge.fury.io/py/locusync-server)

Matryoshka

Recursive Language Model - Process documents larger than LLM context windows

mcp-arr

MCP server for *arr media management suite - Sonarr, Radarr, Lidarr, Prowlarr

mcp-as-a-judge

mcp-name: io.github.OtherVibes/mcp-as-a-judge

mcp-for-api

mcp-name: io.github.appwrite/mcp-for-api

mcp-gemini-google-search

MCP server for Google Search using Gemini

mcp-gemini-server

MCP server providing Google Gemini API integration with inline data processing and content generation capabilities

mcp-github-project-manager

A Model Context Protocol (MCP) server for managing GitHub Projects

mcpproxy-go

**MCPProxy** is an open-source desktop application that super-charges AI agents with intelligent tool discovery, massive token savings, and built-in security quarantine against malicious MCP servers.

mcp-sandbox

<p align="center">

mcpserver

A multi-modal AI toolkit based on Model Context Protocol (MCP), integrating Zhipu GLM, Pollinations.AI, SiYuan Notes, and Perplexity web search capabilities

mcp-threatintel

MCP server for unified threat intelligence - AlienVault OTX, AbuseIPDB, GreyNoise, and abuse.ch feeds

mcp-zenml

[](https://archestra.ai/mcp-catalog/zenml-io__mcp-zenml)

mengram

<div align="center">

metabase-mcp-server

A Model Context Protocol server for Metabase integration

MiniMax-MCP-JS

Official MiniMax Model Context Protocol (MCP) JavaScript implementation that provides seamless integration with MiniMax's powerful AI capabilities including image generation, video generation, text-to-speech, and voice cloning APIs.

molanojustin/smithsonian-mcp

Model Context Protocol (MCP) server for Smithsonian Open Access collections

n8n-workflow-builder-mcp

MCP server for building n8n workflows

NASA-MCP-server

Model Context Protocol (MCP) server for NASA APIs

niledatabase/nile-mcp-server

Nile MCP Server Implementation

notion-mcp-server

MCP for Notion

novaposhta

Fully typed Nova Poshta API client for Node.js and browsers with enterprise-grade features

openrouter-deep-research-mcp

Production MCP server for multi-agent AI research with OpenRouter

oprocess

AI-native process classification MCP Server. Query 2,436 processes and 3,284 KPIs from APQC PCF 8.0 + ITIL V5 + SCOR DS 14.0 + AI-era extensions.

pal-mcp-server

<div align="center">

pipecat-mcp-server

<h1><div align="center">

PIXRA

Pixelize the real world on-chain

portkey-admin-mcp

Full Portkey Admin API MCP server

promptspeak

Pre-execution governance for AI agents. Intercepts MCP tool calls before execution with deterministic blocking, human-in-the-loop holds, and behavioral drift detection.

pydantic-rpc

**PydanticRPC** is a Python library that enables you to rapidly expose [Pydantic](https://docs.pydantic.dev/) models via [gRPC](https://grpc.io/)/[Connect RPC](https://connectrpc.com/docs/protocol/) services without writing any protobuf files. Instead, it automatically generates protobuf files on the fly from the method signatures of your Python objects and the type signatures of your Pydantic models.

QR for Agent

QR-as-a-Service infrastructure for AI agents — generate, manage, and track QR codes programmatically.

RAGScore

<div align="center">

Reversecore_MCP


rinadelph/Agent-MCP

Rootly-AI-Labs/Rootly-MCP-server

<!-- mcp-name: com.rootly/mcp-server -->

rossshannon/Weekly-Weather-mcp

A weather forecast MCP (Model Context Protocol) server providing **8-day global weather forecasts** and current weather conditions using the [OpenWeatherMap](https://openweathermap.org) [One Call API 3.0](https://openweathermap.org/api/one-call-3).

sayou

Persistent knowledge workspace for AI agents. Versioned files, search, and MCP tools.

Scientific-Papers-MCP

MCP Server for Scientific Paper Harvesting from arXiv and OpenAlex

selvage

<h1 align="center">Selvage: AI-Powered Code Review Automation Tool</h1>

Shrike Security

MCP server that gives AI agents 12 security tools powered by a multi-stage detection pipeline. Scans prompts, responses, SQL, file writes, and web searches for injection attacks, PII leaks, and policy violations. Session correlation engine with human-in-the-loop approval for enterprise compliance.

shuji-bonji/xcomet-mcp-server

MCP Server for xCOMET translation quality evaluation

Skillsmith

Agent skill discovery, recommendation, and management for MCP-compatible AI tools

skrills

<p align="center">

SmartBear MCP

MCP server for interacting SmartBear Products

sota

MCP server for sota.io — EU-native DevOps PaaS. Deploy web apps via AI agents with managed PostgreSQL, zero-downtime deploys, and automatic HTTPS. Supports Next.js, Node.js, Python, and custom Dockerfiles.

stacksfinder

25 tools for deterministic tech stack recommendations, technology comparison, blueprint generation, technical debt audits, project estimation, MCP compatibility checking, workflow guidance, and project kit. No hallucinations, just data.

stippi/code-assistant

[](https://github.com/stippi/code-assistant/actions/workflows/build.yml)

Tavily MCP Server

MCP server for advanced web search using Tavily

telnyx

Telnyx API SDK for global Voice, SMS, MMS, WhatsApp, Fax, Wireless IoT, SIP Trunking, and Call Control.

tipdotmd/tip-md-x402-mcp-server

MCP Server for tip.md

tomba-io/tomba-mcp-server

MCP Server for Tomba.io API integration

Trabuco

<p align="center">

trello-mcp-server

A powerful MCP server for interacting with Trello boards, lists, and cards via AI Hosts.

TweekIT MCP Server

*Ingest and Convert Just About Any Filetype Into AI Workflows*

unsplash-smart-mcp-server

AI-powered FastMCP server for intelligent stock photo search, download, and attribution management from Unsplash

us-census-bureau-data-api-mcp

[](https://github.com/uscensusbureau/us-census-bureau-data-api-mcp/blob/main/LICENSE)

vantagate-mcp-server

VantaGate MCP Server & OpenAPI integration - Human-in-the-Loop for AI Agents

vertex-ai-mcp-server

A Model Context Protocol server supporting Vertex AI and Gemini API

vezlo/src-to-kb

Convert source code repositories into searchable knowledge bases with MCP support for Claude and Cursor

VibeShift

**VibeShift** is an intelligent security agent designed to integrate seamlessly with AI coding assistants (like Cursor, GitHub Copilot, Claude Code, etc.). It acts as your automated security engineer, analyzing code generated by AI, identifying vulnerabilities, and facilitating AI-driven remediation *before* insecure code makes it to your codebase. It leverages the **MCP (Model Context Protocol)** for smooth interaction within your existing AI coding environment.

vitorpavinato/ncbi-mcp-server

A Model Context Protocol (MCP) server for searching NCBI databases, designed for researchers across all life sciences and biomedical fields. This server provides seamless access to PubMed's vast collection of 35+ million scientific articles through natural language queries, enabling AI assistants to help with literature reviews, research discovery, and scientific analysis.

voice-call-mcp-server

webscraping-ai/webscraping-ai-mcp-server

Model Context Protocol server for WebScraping.AI API. Provides LLM-powered web scraping tools with Chromium JavaScript rendering, rotating proxies, and HTML parsing.

ybouhjira/claude-code-tts

[](https://golang.org)

zoomeye-ai/mcp_zoomeye

A Model Context Protocol (MCP) server that provides network asset information based on query conditions. This server allows Large Language Models (LLMs) to obtain network asset information by querying ZoomEye using dorks and other search parameters.

Firebase Firestore

Google's scalable, serverless NoSQL document database with real-time sync, offline support, and a REST API, designed for mobile and web app backends.

advanced-pocketbase-mcp-server

pocketbase-mcp-server

Agent MCP Gateway

<!-- mcp-name: io.github.roddutra/agent-mcp-gateway -->

airbroke

🔥 Lightweight, Airbrake/Sentry-compatible, PostgreSQL-based Open Source Error Catcher

analytics

**MCP server for data analytics** — Shopify, Stripe, WooCommerce, eBay, CSV files, and more. Run statistical analysis, forecasting, and machine learning directly in Claude or Cursor. Ask a question, upload your data, get an interactive report.

anysite-mcp-server

A comprehensive MCP server with 69+ tools for LinkedIn, Instagram, Twitter/X, Reddit, YouTube, SEC, Y Combinator, DuckDuckGo, and web scraping via AnySite API

atlassian-mcp-server

<p align="center">

Attestix

<!-- mcp-name: io.github.VibeTensor/attestix -->

auth0-mcp-server

Auth0 Model Context Protocol (MCP) Server (Beta) — A secure and extendable implementation of an MCP server that provides AI assistants with controlled access to the Auth0 Management API through natural language. This project is in beta and not intended for production workloads. It enables AI-assisted tenant management while enforcing best practices around security, least-privilege access, and customizable toolsets.

autron-core

Autron Protocol – Open Identity Standard for AI Agents

awesome-remote-mcp-servers

A curated list of remote Model Context Protocol (MCP) Servers accessible via a simple URL endpoint.

aws-security-mcp

[](https://opensource.org/licenses/MIT)

bielacki-igdb-mcp-server

Access the IGDB (Internet Game Database) API through Model Context Protocol (MCP)

ble-mcp-server

<!-- mcp-name: io.github.es617/ble-mcp-server -->

chrishayuk/mcp-cli

[](https://github.com/chrishayuk/mcp-cli/actions/workflows/ci.yml)

Chunkydotdev/bldbl-mcp

Official MCP client for Buildable - AI-powered development platform that makes any project buildable

CICADA

<div align="center">

D365FO MCP Server

<div align="center">

db-mcp (SQLite MCP Server)

SQLite MCP server with OAuth 2.1 authentication, HTTP/SSE transport, and smart tool filtering

dear-claude

MCP server that triggers local Claude Code instances from external platforms (GitHub, Linear, Jira, GitLab, Notion, Obsidian) when 'Dear Claude' is mentioned

doris-mcp-server

<!--

druid-mcp-server

[](https://archestra.ai/mcp-catalog/iunera__druid-mcp-server)

DynamicEndpoints-m365-core-mcp

Microsoft 365 Core MCP Server for managing distribution lists, security groups, M365 groups, and Exchange settings

Dynatrace-mcp

Model Context Protocol (MCP) server for Dynatrace

e2e-runner

E2E test runner using Chrome Pool (browserless/chrome) with parallel execution

evernote-mcp-server

A secure MCP server for Evernote integration with OAuth 1.0a authentication and automatic token expiration handling

Express-REST-API-and-MCP-Server-Framework

A template for creating APIs and MCP servers Fast

Fathom MCP Server

MCP server connecting Claude to Fathom AI meeting recordings, transcripts, and summaries

Figma MCP Server

Model Context Protocol server enabling AI assistants to interact with Figma designs and projects

filesystem-mcp-server

A Model Context Protocol (MCP) server for platform-agnostic file capabilities, including advanced search and replace, and directory tree traversal

forgemax

**Code Mode MCP Gateway** — collapses N servers x M tools into 2 tools (~1,000 tokens).

freema/mcp-gsheets

Model Context Protocol (MCP) server for Google Sheets API integration

frontmcp

TypeScript-first framework for the Model Context Protocol (MCP). You write clean, typed code; FrontMCP handles the protocol, transport, DI, session/auth, and execution flow.

GitHub

[](https://goreportcard.com/report/github.com/aifity/omnigit-mcp)

gomarble-ai/google-ads-mcp-server

[](https://opensource.org/licenses/MIT)

google-ai-mode-skill

<div align="center">

google-calendar-streamable-mcp-server

MCP Server for Google Calendar - list, search, create, update, delete events with OAuth 2.1

google-mcp

Streamable HTTP MCP server for Google Calendar and Sheets with OAuth login.

hana-mcp-server

SAP HANA MCP server — Model Context Protocol server for SAP HANA and HANA Cloud. Use with Claude Code, VS Code, and other AI agents.

herald

<p align="center">

hollaugo-financial-research-mcp-server

A comprehensive collection of production-ready AI agent implementations showcasing different frameworks, protocols, and integration patterns. This repository demonstrates various approaches to building intelligent agents with Model Context Protocol (MCP), multi-agent systems, and real-world integrations.

joinly-ai/joinly

<p align="center">

kafka-mcp-server

A Model Context Protocol (MCP) server for Apache Kafka implemented in Go, leveraging [franz-go](https://github.com/twmb/franz-go) and [mcp-go](https://github.com/mark3labs/mcp-go).

kernel-mcp-server

A Model Context Protocol (MCP) server that provides access to Kernel platform tools

kollektiv-mcp

Kollektiv MCP enables you to chat with and query your own documents directly from IDEs and MCP clients. Private, secure, and integrated into your favorite code editor

Lambda-MCP-Server

> **⚠️ IMPORTANT: The Lambda MCP Server module code IS maintained, just not in this repository. It is now hosted and maintained at [awslabs/mcp-lambda-handler](https://github.com/awslabs/mcp/tree/main/src/mcp-lambda-handler). This repository remains as sample code of how to use the module.**

langcare-mcp-fhir

An MCP server written in Go that provides FHIR R4-compliant API access to EMR systems like Epic, Cerner, and Google Cloud Healthcare API

lastsaas

[](https://github.com/jonradoff/lastsaas/actions/workflows/ci.yml)

Lex

MIT-licensed memory, policy, and atlas framework with MCP server. For local dev and private automation.

linear-streamable-mcp-server

Linear MCP Server with Streamable HTTP and OAuth2.1 support

marm-mcp-server

<div align="center">

MARM-Systems

<div align="center">

MCP Evernote

MCP server for Evernote integration with note management and synchronization

mcp-fusion

mcp-local-rag

Local RAG MCP Server - Easy-to-setup document search with minimal configuration

mcp-memory-keeper

MCP server for persistent context management in AI coding assistants

mcp-server-fuzzer

<div align="center">

mcp-server-salesforce

A Salesforce connector MCP Server.

mcp-test-servers

A collection of MCP test servers including working servers (ping, resource, combined, env-echo) and test failure cases (broken-tool, crash-on-startup)

mcp-toolz

mcp-name: io.github.taylorleese/mcp-toolz

MedRecPro Drug Label Server

MedRecPro is a pharmaceutical structured product label (SPL) management platform built with ASP.NET Core. It provides secure access to FDA drug label data through a RESTful API, an AI-powered chat interface, and a Model Context Protocol (MCP) server for integration with AI assistants like Claude.

metatool-ai/metatool-app

metorial/metorial

The official Node.js/TypeScript SDK for [Metorial](https://metorial.com) - Connect your AI agents to any MCP server with a single line of code. Deploy tools like Slack, GitHub, SAP, and hundreds more without managing infrastructure.

mnemograph

<!-- mcp-name: io.github.tm42/mnemograph -->

moltbridge

Professional network intelligence engine for AI agents

moltis

<div align="center">

mysql-mcp

Enterprise-grade MySQL MCP Server with OAuth 2.0 authentication, connection pooling & tool filtering

neondatabase/mcp-server-neon

<picture>

neverinfamous-memory-journal-mcp

Project context management for AI-assisted development - Persistent knowledge graphs and intelligent context recall across fragmented AI threads

nextcloud-mcp-server

<p align="center">

NowAIKit — ServiceNow AI Toolkit

The Most Comprehensive ServiceNow AI Toolkit — 400+ MCP tools across all modules. Integrates with Claude, ChatGPT, Gemini, Cursor, GitHub Copilot and any LLM.

nutrient-dws-mcp-server

MCP server for Nutrient DWS Processor API

oxylabs-mcp

<p align="center">

oxylabs-oxylabs-mcp

<p align="center">

pageindex-mcp

MCP server for PageIndex

pallaprolus/mendeley-mcp

<p align="center">

payclaw

Badge identity + virtual Visa cards for AI agents. Declare, pay, audit — on existing Visa rails. MCP-native.

plex-mcp-server

A powerful Model-Context-Protocol (MCP) server for interacting with Plex Media Server. It provides a standardized JSON-based interface for automation, AI agents (like Claude), and custom integrations.

pluggedin-app

The Crossroads for AI Data Exchanges. A unified, self-hostable web interface for discovering, configuring, and managing Model Context Protocol (MCP) servers—bringing together AI tools, workspaces, prompts, and logs from multiple MCP sources (Claude, Cursor, etc.) under one roof.

PostgreSQL MCP Server

PostgreSQL MCP server with connection pooling, tool filtering, and full extension support

PostgreSQL MCP Server

PostgreSQL MCP server with connection pooling, tool filtering, and full extension support

Presso

Local stdio proxy for Presso's remote MCP server — connect e-commerce and marketing data to AI assistants

prodlint

Production readiness for vibe-coded apps — know your AI code is ready to ship

protein-mcp-server

A powerful Model Context Protocol server providing programmatic access to 3D protein structural data from RCSB PDB, PDBe, and UniProt. Features multi-provider orchestration, comprehensive structural analysis tools, and full observability.

pubmed-mcp-server

MCP server for PubMed/NCBI E-utilities integration. Search articles, fetch metadata, generate citations, explore MeSH terms, and discover related research.

pulse-fetch

Monorepo for MCP servers built by PulseMCP

QueryWeaver

An MCP server for Text2SQL: transforms natural language into SQL using graph schema understanding.

quickbooks-mcp

MCP server for QuickBooks Online API integration

radops

RadOps is an AI-powered, multi-agent platform that automates DevOps workflows

rag-vault

Local RAG MCP Server - Easy-to-setup document search with minimal configuration

remote-mcp-server-with-auth

Template for a remote MCP server with GitHub OAuth - following best practices for building MCP servers so you can take this as a starting point for any MCP server you want to build!

seline

Selene - Your agents, your rules

ServiceNow MCP Server

The most comprehensive ServiceNow MCP server — 400+ tools across all modules. Integrates with Claude, ChatGPT, Gemini, Cursor, GitHub Copilot and any LLM.

sfcc-dev-mcp

MCP server for Salesforce B2C Commerce Cloud development assistance including logs, debugging, and development tools

ShadowCrawl

<div align="center">

shipkit

AI Agent-friendly unified app publishing MCP Server for Google Play, Apple App Store, and 10+ Chinese Android stores

SignNow MCP Server

<details>

slima

MCP Server for Slima - AI Writing IDE for Novel Authors. Connect your books with Claude, ChatGPT, Gemini, Cursor, and any MCP-compatible AI tool.

softeria/ms-365-mcp-server

A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Office services through the Graph API

spotify-streamable-mcp-server

Spotify MCP Server - Control playback, manage playlists, and search music

Squad

streamable-mcp-server-template

MCP Streamable HTTP Server Template with OAuth2.1 support

Sugar

Persistent memory for AI coding agents.

tetrad

[](https://github.com/SamoraDC/Tetrad/actions/workflows/ci.yml)

the-momentum/fhir-mcp-server

<a name="readme-top"></a>

tiger-slack

**Conversational Memory for AI Slack Bots**

ToolsForMCPServer

[](https://mseep.ai/app/tanaikech-toolsformcpserver)

unleash-mcp

MCP server for managing Unleash feature flags

Vibe-Coder-MCP

Production-ready MCP server with complete agent integration, multi-transport support, and comprehensive development automation tools for AI-assisted workflows.

vulnicheck

VulniCheck provides comprehensive security analysis for Python projects and GitHub repositories using AI-powered vulnerability detection. It runs as a Docker-based HTTP MCP server with standard HTTP streaming (no SSE required), providing secure containerized deployment with comprehensive vulnerability scanning capabilities.

wandb-mcp-server

Query and analyze your Weights & Biases data using natural language through the Model Context Protocol.

Wazuh-MCP-Server

[](https://opensource.org/licenses/MIT)

Withings Health Data

MCP server for Withings health data integration

youtrack-mcp

MCP server for YouTrack REST API integration

ZMCPTools

TypeScript implementation of ZMCPTools with enhanced MCP tools and multi-agent orchestration

hannesrudolph/mcp-ragdocs

An MCP server for semantic documentation search and retrieval using vector databases to augment LLM capabilities.

Fauna API

Serverless document database with a proprietary query language (FQL v10) and GraphQL API, designed for globally distributed, transactional applications without infrastructure management.

oracle.oci-oracle-database-autonomous-recovery-mcp-server

Oracle Cloud Infrastructure Autonomous Database recovery management.

MongoDB MCP Server

Official MongoDB MCP server that lets AI assistants query, inspect, and manage MongoDB databases and Atlas clusters using 20+ database tools covering CRUD, schema inspection, index management, and Atlas cluster administration.

21st-dev/Magic-MCP

Magic MCP UI builder by 21st.dev

A2ABench

Agent-native developer Q&A with REST, MCP, and A2A discovery endpoints.

Adaptive-Graph-of-Thoughts-MCP-server

MCP testing dependencies for Adaptive Graph of Thoughts

admica/FileScopeMCP

MCP server for file hierarchy and dependency tracking

Agent-Fusion

<img src="pics/agent_banner.png" alt="Agent Fusion Banner" width="100%" style="max-width: 900px; max-height: 240px; display: block; margin: 0 auto;">

agentic-commerce-protocol-demo

Reference implementation of OpenAI's Agentic Commerce Protocol (ACP)

agenticmail

Email and SMS infrastructure for AI agents — the first platform to give agents real email addresses and phone numbers

agentic-mcp-tools/memora

<h1 align="center"><img src="media/memora_new.gif" width="60" alt="Memora Logo" align="absmiddle"> Memora</h1>

agent-trust

<p align="center">

AI-Diagram-Prototype-Generator-MCP-Server-

一个专业的、AI驱动的图表与原型绘制MCP服务器。它深度集成了智谱AI、OpenAI、Gemini等多种大语言模型，能够根据自然语言描述，智能生成**多种风格**的 `draw.io` 格式图表和 `HTML` 交互式产品原型。

AI Tool Discovery Agent

AI-powered MCP tool discovery - find, analyze, and generate plugin configs for Model Context Protocol servers

algorand-mcp

Algorand Model Context Protocol Local Implementation

amineelkouhen/mcp-cockroachdb

[](https://opensource.org/licenses/MIT)

Andru Revenue Intelligence

Operational empathy for technical founders navigating high-stakes B2B interactions — understand who to target, what they actually need, and when to walk away. 19 MCP tools + CLI: ICP scoring, persona simulation, battlecards, deal classification, prospect discovery, sales hiring, investor matching, founder wellness.

API for Chads

<p align="center">

apollo-proxy

MCP server for Apollo Intelligence Network — 40 tools: intelligence feeds, OSINT, DeFi, economic data, security scanning, crypto, weather, ML/NLP, and proxy infrastructure via x402 micropayments

ArcAgent MCP

ArcAgent MCP server for bounty discovery, workspace execution, and verified coding submissions

Archive-Agent


atlas-mcp-server

ATLAS (Adaptive Task & Logic Automation System): An MCP server enabling LLM agents to manage projects, tasks, and knowledge via a Neo4j-backed, three-tier architecture. Facilitates complex workflow automation and project management through LLM Agents.

better-notion

MCP server that lets you operate Notion with a single Markdown document (frontmatter + body)

BGPT - Scientific Paper Search

Search scientific papers from any MCP-compatible AI tool. Raw experimental data from full-text studies — methods, results, quality scores, and 25+ metadata fields per paper.

boldsign/boldsign-mcp

Model Context Protocol (MCP) server for BoldSign API

calc-mcp

21 MCP tools for math, randomness, dates, encoding, hashing, and more — deterministic and accurate.

chroma-core/chroma-mcp

<p align="center">

ChromaDB Remote MCP Server

ChromaDB Remote MCP Server with Streamable HTTP Transport

ckanthony/gin-mcp

[](https://pkg.go.dev/github.com/ckanthony/gin-mcp)

claude-crew

A CLI tool for enhancing Claude Desktop with additional capabilities and workflows

claude-historian-mcp

An MCP server for conversation history search and retrieval in Claude Code

claude-prompt-optimizer

PCP — the prompt quality engine. Deterministic scoring, compilation, cost estimation & governance for AI prompts. Zero LLM calls.

ClueoMCP

OpenClueo MCP Server - AI Personality Layer for Model Context Protocol

Code Review Analyst

Gemini-powered MCP server for code analysis.

codeseeker

Graph-powered code intelligence for Claude Code. Semantic search + knowledge graph for better AI code understanding.

Codex MCP Go

<div align="center">

cogmemai

CogmemAi — Cognitive Memory for Ai coding assistants. 85% accuracy on LoCoMo benchmark. Enterprise-grade vector search, cross-encoder reranking, self-improving recall, auto-skills, auto-linking knowledge graph, query synthesis, contradiction detection, and context-aware ranking. Quantum-safe encryption. Switch editors, models, and machines — your knowledge stays. Works with Claude Code, Cursor, Windsurf, Cline, Continue, and any MCP client.

ContextLattice

<p align="center">

core

**AI agents that remember, coordinate, and learn. All on your machine.** Your agent's brain shouldn't live on someone else's server.

criterion

Islamic Da'i chatbot with Quran RAG (Retrieval Augmented Generation)

Crypto Tools Registry

Central registry hub for Lyra ecosystem tools, agents, and plugins - the NPM for Crypto AI Tools

Data-Everything/mcp-server-templates

> ## ⚠️ **IMPORTANT: This repository has been renamed and moved to [MCP Platform](https://github.com/Data-Everything/MCP-Platform)**

decidefyi/decide

deeprepo

A production-grade Python library for performing RAG (Retrieval Augmented Generation) on local codebases with **multiple AI provider support**.

diffpilot

**Local AI Code Review Before You Push**

Discovery Engine

**Find novel, statistically validated patterns in tabular data** — feature interactions, subgroup effects, and conditional relationships that correlation analysis and LLMs miss.

ESG MCP Servers

<!-- mcp-name: io.github.freminder/esg-mcp-servers -->

Everyrow MCP Server


fanout

Multi-URL comparative content analysis with topical gap detection

Firebase Realtime Database

Google Firebase's original real-time JSON database that syncs data to all connected clients in milliseconds via persistent WebSocket connections, with a simple REST API for server-side access.

free-coding-models

Find the fastest coding LLM models in seconds — ping free models from multiple providers, pick the best one for OpenCode, Cursor, or any AI coding assistant.

gemini-context-mcp-server

Gemini context management MCP server

gemini-mcp-server

> [!NOTE]

gia-mcp-server

MCP server for GIA Governance — connects Claude Desktop, Claude Code, OpenAI Agent Builder, and any MCP client to the hosted GIA governance engine.

Gnosis MCP

<!-- mcp-name: io.github.nicholasglazer/gnosis -->

gogabrielordonez/mcp-ragchat

MCP server that adds RAG-powered AI chat to any website. One command from Claude Code.

Govcraft/rust-docs-mcp-server

[](https://opensource.org/licenses/MIT)

graphiti-mcp-server

[](https://www.python.org/downloads/release/python-3100/)

heroku-mcp-server

Heroku Platform MCP Server

hifriendbot/cogmemai-mcp

CogmemAi — Cognitive Memory for Ai coding assistants. 85% accuracy on LoCoMo benchmark. Enterprise-grade vector search, cross-encoder reranking, self-improving recall, auto-skills, auto-linking knowledge graph, query synthesis, contradiction detection, and context-aware ranking. Quantum-safe encryption. Switch editors, models, and machines — your knowledge stays. Works with Claude Code, Cursor, Windsurf, Cline, Continue, and any MCP client.

hithereiamaliff-mcp-datagovmy

Malaysia Open Data MCP Server for Smithery

huuthangntk-claude-vision-mcp-server

MCP Server with Claude Sonnet 4.5 for deep analytical thinking, strategic planning, and intelligent problem-solving

hyperterse

The MCP framework. Connect your data to your agents.

impact-preview

**Impact Preview for AI Agents - "Terraform plan" for autonomous AI actions**

iphone-mirroir-mcp

<p align="center">

it-tools-mcp

MCP-compliant server access to over 100 IT tools and utilities commonly used by developers, system administrators, and IT professionals.

JamesANZ/cross-llm-mcp

A Model Context Protocol (MCP) server that provides access to multiple Large Language Model (LLM) APIs including ChatGPT, Claude, DeepSeek, Gemini, and Grok

Kalshi MCP Server

Self-hosted Kalshi MCP server for trading via DFlow on Solana

khan2a/telephony-mcp-server


khaoss85/mcp-orchestro

Your AI Development Conductor - Intelligent task management for Claude Code

Kiln

<!-- mcp-name: io.github.codeofaxel/kiln -->

kimdonghwi94/Web-Analyzer-MCP

<a href="https://glama.ai/mcp/servers/@kimdonghwi94/web-analyzer-mcp">

kukapay/chainlink-feeds-mcp

An MCP server that provides real-time access to Chainlink's decentralized on-chain price feeds.

Limitless MCP Server

MCP server for Limitless Exchange prediction markets on Base

linux-do-mcp

[中文](README_zh.md) / English

MakerAi

🌐 **Official Website:** [https://makerai.cimamaker.com](https://makerai.cimamaker.com)

MAXential-Thinking-MCP

Enhanced MCP server for deep sequential thinking with branch navigation, thought compression, and session persistence. Fork of Anthropic's sequential-thinking server.

mcp-abap-adt

SAP ABAP ADT MCP server with full CRUD for on-prem and ABAP Cloud (BTP), plus JWT/XSUAA and service-key destination auth

mcp-devkit-server

Mapbox MCP devkit server

mcp-documentation-server

A TypeScript MCP server for document management and semantic search with embeddings

mcp-server-browser

A GUI Agent application based on UI-TARS(Vision-Lanuage Model) that allows you to control your computer using natural language.

mcp-server-code-execution-mode

[](https://mseep.ai/app/elusznik-mcp-server-code-execution-mode)

mcp-server-mas-sequential-thinking

[](https://smithery.ai/server/@FradSer/mcp-server-mas-sequential-thinking) [](https://twitter.com/FradSer) [](https://www.python.org/downloads/) [](https://github.com/cognitivecomputations/agno)

memdata

MCP server for MemData - persistent memory for AI agents

memdocs

**Persistent Memory for AI Projects**

Memento

Persistent memory for AI tools. Local-first knowledge graph with hybrid search.

MemOS

<div align="center">

mentor-mcp-server

MCP server that provides insightful feedback and guidance on various types of user requests

metabase-ai-assistant

The most powerful MCP Server for Metabase - 134 tools with structured output, AI-powered SQL generation, dashboard automation, user management & enterprise BI. MCP SDK v1.26.0 compliant. Works with Claude, Cursor, and any MCP-compatible AI.

mindsdb/mindsdb

<a name="readme-top"></a>

N8N2MCP

<img width="512" height="128" alt="Screenshot 2025-07-21 at 5 38 29 PM" src="https://github.com/user-attachments/assets/057ec717-a61a-47af-9a54-e711e85ab4dd" />

Navidrome-MCP

MCP server for interacting with Navidrome music server

nestjs-starter

Production-ready NestJS boilerplate with JWT auth, PostgreSQL/Prisma, AWS S3/SES, Bull/Redis queues, Docker/K8s support, and MCP integration for AI capabilities

nguyenvanduocit/all-in-one-model-context-protocol

THE PROJECT HAS BEEN SPLIT AND MOVED TO INDIVIDUAL REPOSITORIES.

nicholasglazer/gnosis-mcp

<!-- mcp-name: io.github.nicholasglazer/gnosis -->

nyxn-ai/NyxDocs

[](https://www.python.org/downloads/)

octocode

**© 2025 Muvon Un Limited (Hong Kong)** | [Website](https://muvon.io) | [Product Page](https://octocode.muvon.io)

octomind

**© 2026 Muvon Un Limited** | [Documentation](doc/README.md) | [Community Tap](https://github.com/muvon/octomind-tap) | [Website](https://muvon.io)

offorte/offorte-mcp-server

Offorte MCP Server

okta-mcp-server

<div align="center">

Omega Memory

**AI agents that remember, coordinate, and learn. All on your machine.** Your agent's brain shouldn't live on someone else's server.

openlink/mcp-server-jdbc

---

openlink/mcp-server-sqlalchemy

---

paddle-mcp-server

MCP Server for Paddle Billing

PageMap

<!-- mcp-name: io.github.Retio-ai/pagemap -->

pfsense-mcp-server

[](https://mseep.ai/app/gensecaihq-pfsense-mcp-server)

pincer

The secure grip for your agent's secrets - A security-hardened MCP gateway with proxy token authentication

pinchwork

[](https://github.com/anneschuth/pinchwork/actions/workflows/ci.yml)

PlanExe

<p align="center">

polydev

Multi-model AI perspectives for coding agents - query GPT-5, Claude, Gemini, and Grok simultaneously through one MCP server

Polymarket MCP Server

Self-hosted Polymarket MCP server for trading on Polymarket prediction markets

PraisonAI

<p align="center">

PRD-MCP-Server

A Model Context Protocol server for creating Product Requirements Documents

Pretorin Compliance

<p align="center">

promptrejectormcp

Security gateway for AI agents: detects prompt injections, jailbreaks, and common vulnerabilities.

rag-app-on-aws

<div align="center">

RAGMap MCP

Discover RAG-capable MCP servers. Search by meaning; filter by remote, citations, local. Four tools.

ragstack

Serverless OCR-to-Knowledge Base pipeline on AWS

rainbowgore-stealthee-mcp-tools

[](https://www.python.org/)

RationalBloks

**Deploy production APIs in minutes.** 44 tools for projects, schemas, deployments, and graph data.

redis/mcp-redis-cloud

MCP Server for interacting with Redis Cloud API

redleaves/context-keeper

智能记忆管理系统for Cursor

refund-decide

Refund eligibility notary for US subscriptions. Returns ALLOWED/DENIED/UNKNOWN.

repomemory

Your codebase never forgets. Persistent, structured memory for AI coding agents.

ResearchTwin

[](LICENSE)

Retio-ai/pagemap

<!-- mcp-name: io.github.Retio-ai/pagemap -->

RLM Tools

Your AI coding agent spends most of its token budget just *reading* your code — not reasoning about it. Every grep, file read, and glob result gets dumped into the conversation. On a large codebase, that's 25-35% of your context (and cost) burned on raw data the model never needed to see.

rocket-plus-mcp

AI-powered CRM automation with 56+ tools. Natural language control for contacts, courses, content, workflows & marketing. Works with Claude Desktop, Claude Code, and any MCP client.

rollin-mcp-server

MCP server for the ROLLIN Accessibility API — wheelchair accessibility data for 88,000+ US locations

sdl-mcp

Symbol Delta Ledger MCP Server - Cards-first code context for polyglot repositories

serpapi-mcp

A Model Context Protocol (MCP) server implementation that integrates with [SerpApi](https://serpapi.com) for comprehensive search engine results and data extraction.

shodan-mcp-server

A Model Context Protocol server for comprehensive Shodan API integration with advanced cybersecurity features

shodh-memory

<p align="center">

sitbon/magg

[//]: # ([![Tests]&#40;https://img.shields.io/github/actions/workflow/status/sitbon/magg/test.yml?style=flat-square&label=tests&#41;]&#40;https://github.com/sitbon/magg/actions/workflows/test.yml&#41;)

Smart-AI-Memory/empathy-framework

**AI-powered developer workflows with cost optimization and pattern learning.**

solon-ai

<h1 align="center" style="text-align:center;">

spacecode-ai/SpaceBridge-MCP

***IMPORTANT: This project is deprecated. Spacebridge MCP server is now available over HTTPS. See instructions at https://spacebridge.io***

sparql-llm

<div align="center">

sxhxliang/mcp-access-point

`MCP Access Point` is a lightweight protocol conversion gateway tool designed to establish a communication bridge between traditional `HTTP` services and `MCP` (Model Context Protocol) clients. It enables MCP clients to interact directly with existing HTTP services without requiring any server-side interface modifications.

talkito

<div align="center">

TAM-MCP-Server

Market research and business intelligence with TAM/SAM calculations and integration across 8 economic data sources: Alpha Vantage, BLS, Census Bureau, FRED, IMF, Nasdaq Data Link, OECD, and World Bank.

task-graph-mcp

**Agent task workflows that actually work.**

TeamSafeAI/LIFE

**Living Identity Framework for Emergence**

tester-mcp-client

Model Context Protocol Client

thingsboard/thingsboard-mcp

[](https://github.com/thingsboard/mcp-server/blob/master/LICENSE)

tilde

> *Your AI agents' home directory*

Unified Offer Protocol MCP Server

**AI-powered e-commerce integration for intelligent shopping assistants**

vibe-coding

MCP server for automatically collecting, summarizing, documenting, and publishing vibe coding sessions

video-editing-mcp

[](https://www.video-jungle.com)

VisionCraft-MCP-Server

VisionCraft MCP Server - AI Knowledge Base for Claude AI, Cursor and Windsurf

vscode-agent-todos

Upgrades VS Code's agent mode with persistent memory and workflow management

vulners-mcp

**Vulners MCP** is a Model Context Protocol (MCP) server that provides seamless access to the Vulners vulnerability database through AI assistants like Claude Desktop. It enables security researchers and developers to query comprehensive vulnerability data, search for CVEs, analyze security bulletins, and audit software packages directly through natural language conversations.

WebPeel

Fast web fetcher for AI agents - stealth mode, crawl mode, page actions, structured extraction, PDF parsing, smart escalation from simple HTTP to headless browser

Windows-MCP

[](https://mseep.ai/app/cursortouch-windows-mcp)

workflowy

A feature-rich **Model Context Protocol (MCP) server** and **Command Line Interface (CLI)** for [Workflowy](https://workflowy.com) written in Go. Connect your AI assistant (Claude, ChatGPT, etc.) to your Workflowy data or run commands from a terminal emulator or script, including **search**, **bulk replace**, **usage reports**, and **offline access** capabilities.

xProof

Proof primitive for AI agents on MultiversX. Anchor file hashes on-chain as verifiable proofs.

zilliz-mcp-server

Model Context Protocol (MCP) is a standardized framework that enables AI applications to securely connect to external data sources and tools in real-time. It acts as a universal interface between AI models and various systems, allowing AI assistants to access current information and perform actions beyond text generation.

zuckerbot

TiDB Cloud Data API

TiDB Cloud Data API for executing SQL queries against TiDB Cloud clusters via HTTP, enabling MySQL-compatible distributed database access with built-in HTAP capabilities.

gbrigandi/mcp-server-cortex


grist-mcp-server

11 tools for managing Grist documents with AI

jcdickinson/simplemem

A vibe-coded memory management system with RAG capabilities for Claude via the Model Context Protocol (MCP).

jitapi

**Just-in-Time API Orchestration for LLMs**

Kibana

Kibana MCP Server

mcp-metabase-server

A Model Context Protocol server for Metabase integration

mcp-ratchet-clinical-charting

MCP server for clinical charting with Claude - document patient visits directly into EMR

mcp-server-kibana

Kibana MCP Server

Neo4j

Neo4j is the world's leading graph database, storing data as nodes, relationships, and properties rather than rows and columns. It uses the Cypher query language for expressing graph traversals, pattern matching, and aggregations. Neo4j exposes data via the Bolt binary protocol (used by all official drivers), an HTTP API for Cypher execution, and a REST Discovery API. It is available as Community Edition (open source), Enterprise Edition, and Neo4j Aura (fully managed cloud). A suite of four community-maintained MCP servers (from Neo4j Labs) enables AI agents to query, model, and manage graph data via natural language.

openlink/mcp-server-odbc

python-mcp-server-client

[](https://mseep.ai/app/gobinfan-python-mcp-server-client)

Sensegrep

Semantic + structural code search MCP server for AI-native development.

PGMCP

MCP server that converts natural language questions into SQL queries against any PostgreSQL database, returning results in table, JSON, or CSV format with streaming support for large result sets.

Redis MCP Server

The official Redis MCP server that gives AI agents natural language access to Redis data structures — strings, hashes, lists, sets, sorted sets, streams, JSON, and vector indexes — including semantic search and Azure EntraID authentication.

accelerators

MCP server with 36 enterprise tools: vector embeddings, CloudFormation/DynamoDB generation, OAuth/IAM/MFA validation, error analysis, data lake readiness, agent orchestration, resilience patterns, stakeholder interviews, and 12 ACI governance tools for AI agent safety

admin-mcp

Model Context Protocol (MCP) for Hellō Admin API.

affine-mcp-server

Model Context Protocol server for AFFiNE - enables AI assistants to interact with AFFiNE workspaces, documents, and collaboration features.

agentor

<p align="center">

AgentUp

<div align="center">

antigravity-claude-proxy

Proxy server to use Antigravity's Claude models with Claude Code CLI

apecloud/ApeRAG

[](https://archestra.ai/mcp-catalog/apecloud__aperag)

apify/mcp-server-rag-web-browser

An MCP Server for RAG Web Browser Actor

apitap

Intercept web API traffic during browsing. Generate portable skill files so AI agents can call APIs directly instead of scraping.

ax-platform

> **Agent-to-agent coordination infrastructure**

basic-memory

<!-- mcp-name: io.github.basicmachines-co/basic-memory -->

Cairn

<p align="center">

centralmind/gateway

<div align="center">

checkra1neth/xbird

[](https://xbird.dev)

cline-mcp-memory-bank

MCP server for persistent project context management

codeweaver

<!--

Contabo (VPS) MCP Server

**Stop rewriting systems for AI. Instantly turn your APIs into MCP servers.**

DataEval/dingo

<!-- SEO Meta Information and Structured Data -->

dataproduct-mcp

A Model Context Protocol (MCP) server for discovering data products and requesting access in [Data Mesh Manager](https://datamesh-manager.com/), and executing queries on the data platform to access business data.

dbx-mcp-server

A Model Context Protocol server for Dropbox integration

deploystack

Open source MCP hosting - deploy MCP servers to HTTP endpoints for n8n, Dify, Voiceflow, and any MCP client.

DINO-X-MCP

Official DINO-X Model Context Protocol (MCP) server that empowers LLMs with real-world visual perception through image object detection, localization, and captioning APIs.

dremio-mcp

Table of Contents

efremidze/swift-patterns-mcp

MCP server providing curated Swift/SwiftUI best practices from leading iOS developers, including patterns and real-world code examples from Swift by Sundell, SwiftLee, and other trusted sources.

engram

[](https://github.com/kael-bit/engram-rs/actions/workflows/ci.yml)

ErebusEnigma/context-memory

[](LICENSE)

eu-regulations-mcp

The first open-source MCP server for European cybersecurity regulations. Query DORA, NIS2, GDPR, EU AI Act, and more directly from Claude.

faithk7-gmail-mcp

Gmail MCP - Provides complete Gmail API access with file-based OAuth2 authentication

FastMCP

<div align="center">

flexible-graphrag

**NEW!** Flexible GraphRAG supports **automatic incremental updates** (Optional) from most data sources, keeping your Vector, Search and Graph databases synchronized in real-time or near real-time.

fortnox

MCP server for Fortnox Swedish accounting API integration

Frappe_Assistant_Core

🔧 **LLM Integration Platform for ERPNext** - Give any Large Language Model the power to interact with your ERPNext system through standardized tools and protocols.

Himalayas-App/himalayas-mcp

Search remote jobs, post job listings, find remote candidates, check salary benchmarks, and manage your career — all through AI conversation. The Himalayas MCP server connects your AI assistant to the [Himalayas](https://himalayas.app) remote jobs marketplace in real time.

idosal/git-mcp

GitMCP is a tool that allows you to get the documentation for a given repository.

janee

Secrets management for AI agents via MCP

jirispilka-actors-mcp-server

Apify MCP Server

keboola/keboola-mcp-server

[](https://deepwiki.com/keboola/mcp-server)

Kindex

[](https://www.python.org/downloads/)

langchain-mcp

<div align="center">

lightcms

[](https://github.com/jonradoff/lightcms/actions/workflows/ci.yml)

MCP-Checklists

Documentation, checklists, useful tools and utilities to secure your MCP servers

mcp-memory

🔥🖥️ MCP Memory is a MCP Server that gives MCP Clients (Cursor, Claude, Windsurf and more) the ability to remember information about users (preferences, behaviors) across conversations.

MCP-Microsoft-Office

Microsoft Cloud Platform Web Client

McpMux

McpMux — configure MCP servers once, connect every AI client through one local gateway.

mcp-server-security-standard

[![CC BY-SA 4.0][cc-by-sa-shield]][cc-by-sa]

mcp-tool-factory

Generate MCP servers from natural language descriptions, OpenAPI specs, database schemas, GraphQL, or ontologies. Supports 10+ LLM providers via Vercel AI SDK.

mcp-trino

A high-performance Model Context Protocol (MCP) server for Trino implemented in Go. This project enables AI assistants to seamlessly interact with Trino's distributed SQL query engine through standardized MCP tools.

mcp-use-ts

mcp-use is the framework for MCP with the best DX - Build AI agents, create MCP servers with UI widgets, and debug with built-in inspector. Includes client SDK, server SDK, React hooks, and powerful dev tools.

Microsoft MCP Server for Enterprise


modular-mcp

Modular MCP - Modular tool access for reducing context overhead

nist-csf-2-mcp-server

MCP server implementation for NIST Cybersecurity Framework 2.0

noun-mcp

MCP server for The Noun Project - search and download icons directly in Cursor AI and Claude

openfang

<p align="center">

OpenGraph.io MCP Server

MCP tool for opengraph.io

ot-security-mcp

MCP server for OT (Operational Technology) security standards and frameworks

Paparats

Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API keys.

paypal-mcp-server

A command line tool for setting up PayPal MCP server

pentest-mcp

Professional pentest MCP server with stdio + Streamable HTTP transports, bundled MCP Inspector launcher, bearer auth, SoW-aware reporting, and modern tooling across sniffing/finding/bruteforce/cracking/priv-esc/extraction workflows.

reddit-research-mcp

Reddit Research MCP Server - Transform Reddit into your personal research assistant

Repository Intelligence

<div align="center">

sebastianall1977-gmail-mcp

Gmail MCP7 - Provides complete Gmail API access with web-based OAuth2 authentication

square-mcp-server

MCP Server for Square API

sudocode

Git-native spec and issue management for AI-assisted software development

teams-mcp

MCP server for Microsoft Graph Teams integration

U2 MCP Server

[](https://pypi.org/project/u2-mcp/)

VeriTeknik/pluggedin-mcp-proxy

Unified MCP proxy that aggregates all your MCP servers (STDIO, SSE, Streamable HTTP) into one powerful interface. Access any tool through a single connection, search across unified documents with built-in RAG, and receive notifications from any model. Test your MCPs instantly in the playground with Claude, Gemini, OpenAI, and xAI. Perfect for Smithery deployment and all MCP clients. Features real-time activity logging, custom notifications with email delivery, and seamless profile-based workspace switching.

wallet-verifier-mcp

Wallet4Agent provides the **trust layer** that AI Agents need to operate safely in the real world.

wenb1n-dev/mysql_mcp_server_pro

[](README-zh.md)

wenb1n-dev/SmartDB_MCP

[](README-zh.md)

What2Watch

**Give Your AI Superpowers for Entertainment Discovery**

WordPress MCP Server

WordPress Model Context Protocol (MCP) implementation

SingleStore Management API

SingleStore (formerly MemSQL) cloud management API for provisioning and managing HTAP (Hybrid Transactional/Analytical Processing) database workspaces with MySQL compatibility.

ailist-mcp

MCP server for AiList — search and discover Ai projects from Claude Code

akramIOT/MCP_AI_SOC_Sher

A powerful AI-driven Security Operations Center (SOC) Text2SQL framework based MCP Server (Local and Remote) for converting natural language Prompts to SQL queries dynamically, with integrated security threat analysis and monitoring.

awesome-osint-mcp-servers

An MCP (Model Context Protocol) server connects tools and services to LLM-systems like Claude, Cursor, Windsurf, etc. When you request a task through the LLM, the MCP server engages the appropriate tool to perform it automatically.

celestial-node

MCP server for real-time space data from Celestial Node — ISS tracking, launches, crew, Mars missions, star catalog, asteroids, and more.

Databricks MCP Server

<!-- mcp-name: io.github.pramodbhatofficial/databricks-sdk-mcp -->

DeepRecall - Product Safety Intelligence

[](https://modelcontextprotocol.io)

docs-mcp-server

MCP server for fetching and searching documentation

elevenlabs-mcp-server

[](https://smithery.ai/server/elevenlabs-mcp-server)

generative-ui-playground

Interact with all three types of generative UI, all in one interface

gridinsoft/mcp-inspector

MCP server for domain reputation, website safety, and URL trust analysis powered by GridinSoft Inspector

inspector

MCP server for domain reputation, website safety, and URL trust analysis powered by GridinSoft Inspector

K01 Synthetic Health Data

[](LICENSE)

laukikk/alpaca-mcp

[](https://smithery.ai/server/@laukikk/alpaca-mcp)

MarceauSolutions/fitness-influencer-mcp

mcp-name: io.github.wmarceau/fitness-influencer

mcp-agent

The **MCP Agent Orchestrator** is a professional-grade Python implementation of the **Model Context Protocol (MCP)**. It provides a structured environment for Large Language Models (LLMs) to interact with external tools and knowledge bases through a standardized communication layer. The project utilizes `FastMCP` for server-side tool definitions and an asynchronous client-side bridge to OpenAI-compatible interfaces.

mcp-server-tmdb

Memgpt-MCP-Server

LLM Memory

Multi-Agent-System-A2A-ADK-MCP

This project implements a security-focused data processing pipeline using the Agent-to-Agent (A2A) protocol combined with Model Context Protocol (MCP) integration. The system provides secure database queries through a multi-agent architecture.

outris-identity-mcp

Outris Identity is a Model Context Protocol (MCP) server that lets AI agents investigate phone numbers and emails - find linked identities, check platform registrations, and detect data breaches.

remote-mcp-functions-python

<!--

ricocf/mcp-wolframalpha

Seamlessly integrate Wolfram Alpha into your chat applications.

Roomey_AI_Voice_Agent

<p align="center">

ServiceNow MCP Server


st3v3nmw/sourcerer-mcp

An MCP server for semantic code search & navigation that helps AI agents work

survey-mcp-server

Transform LLMs into intelligent interviewers. MCP server for conducting dynamic, conversational surveys with structured data collection. Features skip logic, session resume, multi-tenancy, and pluggable storage backends.

tasker-mcp

This document will guide you through setting up and running the Tasker MCP integration, including instructions for installing dependencies, preparing servers, and updating tasks.

vigile-mcp

MCP server for Vigile AI Security — query trust scores for MCP servers and agent skills from within Claude Code, Cursor, and other AI agents

agent-deep-research

[](https://github.com/24601/agent-deep-research/actions/workflows/ci.yml)

context7-auto-research

Auto-research skill for Context7 - Automatically fetches up-to-date documentation when users ask about libraries and frameworks

goclaw

Go 语言版本的 OpenClaw - 一个功能强大的 AI Agent 框架。

memvid

<!-- HEADER:START -->

milady

Cute agents for the acceleration

moltdj

<p align="center">

openclaw-foundry

The forge that forges itself — self-writing meta-extension for OpenClaw

openclaw-mini

OpenClaw 核心架构的极简复现，用于学习 AI Agent 的系统级设计

OpenViking

<div align="center">

wa_llm


Youtube-Transcript-API

<p align="center">

1password

MCP server for 1Password service accounts — tools, prompts, and resources for vault and credential management

a-25/ios-mcp-code-quality-server

A CLI and MCP server for analyzing iOS code quality using AI suggestions and test results.

aashari/mcp-server-aws-sso

Node.js/TypeScript MCP server for AWS Single Sign-On (SSO). Enables AI systems (LLMs) with tools to initiate SSO login (device auth flow), list accounts/roles, and securely execute AWS CLI commands using temporary credentials. Streamlines AI interaction with AWS resources.

action_mcp

**ActionMCP** is a Ruby gem focused on providing Model Context Protocol (MCP) capability to Ruby on Rails applications, specifically as a server.

adbfriend

ADB Friend is a tiny cli tool, which helps you to manage your Android device via ADB.

advanced-skill-builder

> 📚 **Based on [The Complete Guide to Building Skills for Claude](https://resources.anthropic.com/hubfs/The-Complete-Guide-to-Building-Skill-for-Claude.pdf)** by Anthropic

advocu-mcp-server

Unified MCP Server for Google GDE (Advocu) and Microsoft MVP Activity Reporting

agenite

🤖 Build powerful AI agents with TypeScript. Agenite makes it easy to create, compose, and control AI agents with first-class support for tools, streaming, and multi-agent architectures. Switch seamlessly between providers like OpenAI, Anthropic, AWS Bedrock, and Ollama.

agentdeals

MCP server aggregating developer tool deals, free tiers, and startup programs

ahujasid/blender-mcp

BlenderMCP connects Blender to Claude AI through the Model Context Protocol (MCP), allowing Claude to directly interact with and control Blender. This integration enables prompt assisted 3D modeling, scene creation, and manipulation.

aifp

[](https://pypi.org/project/aifp/)

ainovelprompter

Create the prompts you need to write your Novel using AI

ai-software-architect

A markdown-based framework for implementing rigorous software architecture practices in any project, with specialized AI assistant integration.

AL-Dependency-MCP-Server

Model Context Protocol (MCP) server providing intelligent AL (Application Language) code assistance for Microsoft Dynamics 365 Business Central development.

alexey-pelykh/lhremote

alfonsograziano/node-code-sandbox-mcp

Run arbitrary JavaScript inside disposable Docker containers and install npm dependencies on the fly.

alibabacloud-dms-mcp-server

<!-- 顶部语言切换 -->

alibabacloud-hologres-mcp-server

A MCP Server for Hologres

alibabacloud-observability-mcp-server

<p align="center">

AlphaFold-MCP-Server

A comprehensive Model Context Protocol server for accessing AlphaFold Protein Structure Database with advanced protein structure prediction tools

ananddtyagi/webpage-screenshot-mcp

MCP server for capturing screenshots of web pages

anirbanbasu-pymcp

[](https://www.python.org/downloads/release/python-3120/) [](https://github.com/anirbanbasu/pymcp/actions/workflows/uv-pytest-coverage.yml) [](https://pypi.org/project/pymcp-template/#history)  [](https://github.com/anirbanbasu/pymcp/actions/workflows/codeql.yml) [](https://scorecard.dev/viewer/?uri=github.com/anirbanbasu/pymcp)

ASAM ODS odsbox jaquel MCP Server


askbudi/roundtable

[](https://badge.fury.io/py/roundtable-ai)

ast-mcp-server

An MCP (Model Context Protocol) server that provides code structure and semantic analysis capabilities through Abstract Syntax Trees (AST) and Abstract Semantic Graphs (ASG).

atlas-pipeline

Revolutionary MCP server with 40 AI-powered tools including 7 AI Enhancement tools (Memory Bank, Self-Validator, Context Prioritizer, Error Predictor, Pattern Learner, Execution Sandbox, Confidence Scorer) plus 6 next-gen tools. Works with Cursor, Windsurf, Claude Desktop.

augments-mcp-server

Augments MCP Server - Framework Documentation Provider for AI Assistants

autocad-mcp-server

🏗️ **A powerful Python-based Model Context Protocol (MCP) server that provides programmatic control over AutoCAD through COM automation.**

automateyournetwork/pyATS_MCP

[](https://archestra.ai/mcp-catalog/automateyournetwork__pyats_mcp)

AutoTS

<img src="/img/autots_1280.png" width="400" height="184" title="AutoTS Logo">

awesome-agent-skills

MCP server that exposes 100+ AI agent skills from the VoltAgent awesome-agent-skills collection. Works with Claude, GitHub Copilot, and any MCP-compatible client.

awesome-claude-dxt

[](https://github.com/milisp/awesome-claude-dxt/stargazers)

Awesome-Claude-MCP-Servers

[中文版](./README.zh-CN.md) | English

awesome-mcp-best-practices

A curated and opinionated list of awesome Model Context Protocol (MCP) best practices as they pertain to building MCP Servers and MCP Clients.

awkoy/replicate-flux-mcp

MCP for Replicate Flux Model

BACH CodeCommander

A developer-focused MCP server providing 17 tools for code analysis, JSON repair, encoding fix, import organization, format conversion, diff, and regex testing

BACH FileCommander

A comprehensive MCP server providing 43 tools for filesystem operations, process management, interactive sessions, async file search, JSON repair, encoding fix, duplicate detection, OCR, ZIP archives, and Markdown export

bcb-br-mcp

MCP Server for Brazilian Central Bank Time Series (SGS/BCB) - Economic and Financial Data

benborla29/mcp-server-mysql

MCP server for interacting with MySQL databases with write operations support

blacksmith

MCP server for Blacksmith CI analytics

blindoracle

The private settlement layer for autonomous AI agents. First 1,000 settlements free.

bolor-brain-mcp

**Pure intelligence for Claude Code.** Reasoning, memory, and learning -- nothing else.

brainbox

Hebbian memory system for AI agents — learns access patterns, builds neural pathways, saves tokens

build

Dev tools, optimized for agents. ~85% fewer tokens, 100% structured output.

Bulwark

**Open-source governance layer for AI agents.**

cameronrye/openzim-mcp

<p align="center">

canadian-law-mcp

Canadian federal law database covering privacy (PIPEDA), anti-spam (CASL), cybercrime, competition, corporate, and public sector privacy legislation with bilingual (EN/FR) full-text search

cashfree-mcp

Cashfree MCP server for cashfree docs and APIs

ChEMBL-MCP-Server

A comprehensive Model Context Protocol server for accessing ChEMBL chemical database with 27 specialized tools for drug discovery, chemical informatics, and bioactivity analysis

claude-code-conversation-search-mcp

Never lose your Claude Code conversations again. Search across all projects, find old chats, and resume where you left off.

claude-doctor-skill

<div align="center">

claude-flow

Ruflo - Enterprise AI agent orchestration for Claude Code. Deploy 60+ specialized agents in coordinated swarms with self-learning, fault-tolerant consensus, vector memory, and MCP integration

ClaudeR - RStudio MCP Server

<div align="center">

claudia

A task management system built for AI agents with MCP server support

CLIO Adios

<!-- mcp-name: io.github.iowarp/adios-mcp -->

cocos-mcp-server

i18n:cocos-mcp-server.description

code-auditor-mcp

Multi-language code quality auditor with MCP server - Analyze TypeScript, JavaScript, and Go code for SOLID principles, DRY violations, security patterns, and more

Codeix

<!-- mcp-name: io.github.montanetech/codeix -->

codelogic-mcp-server

An [MCP Server](https://modelcontextprotocol.io/introduction) to utilize Codelogic's rich software dependency data in your AI programming assistant.

coding-standards

AI coding standards that apply themselves - MCP server that enforces production-grade code

comfyui-mcp-server

> Generate and refine AI images/audio/video through natural conversation

ContextPods

ContextPods - a developer tool that generates functional MCP servers from templates

context-rot-detection

Context Rot Detection & Healing MCP Service — gives AI agents self-awareness about their cognitive state. Supports 15+ curated models and auto-resolves any HuggingFace model.

coolify

MCP server for Coolify — 38 optimized tools for infrastructure management, diagnostics, and documentation search

crash-mcp

MCP server for CRASH - Cascaded Reasoning with Adaptive Step Handling

cronometer

<!-- mcp-name: io.github.cphoskins/cronometer -->

csharp-runner

[](https://dotnet.microsoft.com/download/dotnet/10.0)

DataBR — API de Dados Públicos Brasileiros

API de dados públicos brasileiros para agentes de IA, com pagamento on-chain via protocolo [x402](https://x402.org) (USDC na rede Base).

dep-oracle

Predictive dependency security engine. Trust scores, zombie detection, blast radius analysis for your supply chain.

devcontext

DevContext is a cutting-edge Model Context Protocol (MCP) server designed to provide developers with continuous, project-centric context awareness.

devdocs-mcp

Local DevDocs MCP Server (Developer Docs with project specific context awareness)

devops-practices

[](https://github.com/ai-4-devops/devops-practices/actions/workflows/ci.yml)

DevPlan MCP Server

MCP server for generating development plans

DevTool MCP

MCP server providing development tooling capabilities - project detection, process management, reverse proxy with frontend diagnostics

Dev Workflow MCP Server

MCP server to enforce development workflow discipline

diagram-mcp-server

[](https://pypi.org/project/infrastructure-diagram-mcp-server/)

django-ai-boost

<!-- mcp-name: io.github.vintasoftware/django-ai-boost -->

django-telescope

<!-- mcp-name: io.github.vintasoftware/django-ai-boost -->

dkships/pm-copilot

MCP server that triangulates customer support tickets and feature requests to help PMs decide what to build next

domain-check

Universal domain exploration engine: fast domain availability checks across the internet — as a CLI, Rust library, and MCP server for AI agents.

do-remote-mcp-server-template

This is a template for creating **remote MCP servers** that can be deployed to DigitalOcean App Platform. Remote MCP servers allow you to deploy MCP functionality to the cloud and use it from any MCP-compatible client (Claude Desktop, Cursor, Windsurf, etc.) without local installation.

drakonkat/wizzy-mcp-tmdb

MCP server in JavaScript exposing tools to search TMDB.

drawio2go

Electron + Next.js DrawIO Application

drawio-mcp

[](https://github.com/yohasacura/drawio-mcp/actions/workflows/ci.yml)

DynamicEndpoints-powershell-exec-mcp-server

[](https://smithery.ai/server/@DynamicEndpoints/powershell-exec-mcp-server)

EdgeKnowledge_Skill

> **[Chinese Documentation](./README_CN.md)** | **English Documentation**

EDT-MCP

[](https://github.com/DitriXNew/EDT-MCP/releases)

elevy99927/devops-mcp-webui

[](https://docs.docker.com/compose/)

emacs-mcp-server

[](https://github.com/rhblind/emacs-mcp-server/actions/workflows/test.yml)

ericbrown/project-context-mcp

[](https://badge.fury.io/py/project-context-mcp)

Expo Android MCP

MCP server for Android emulator automation via ADB.

exstruct

<p align="center">

ezyang/codemcp

NOTICE: claude code is available with Anthropic's $20/mo subscription, so I consider

f4ww4z/mcp-mysql-server

A Model Context Protocol server for MySQL database operations

fasttransfer-mcp

<!-- mcp-name: io.github.arpe-io/fasttransfer-mcp -->

fedramp-docs-mcp

Model Context Protocol server for exploring the FedRAMP docs repository.

fiverr-mcp-server

[](https://pypi.org/project/fiverr-mcp-server/)

fixflow

<div align="center">

flow-nexus

<div align="center">

flux159/mcp-server-kubernetes

MCP server for interacting with Kubernetes clusters via kubectl

ForgeCraft

CLI + MCP sentinel for engineering standards — SOLID, testing, architecture, CI/CD — auto-tailored to your stack. Minimal MCP footprint (~200 tokens) via CLI-first design.

freema/mcp-design-system-extractor

Simplified MCP server for Storybook design system extraction with component analysis tools

Fusion-360-MCP-Server

**Control Fusion with AI !**

g1itchbot8888-del/agent-memory

**Memory system for autonomous agents — built by an agent, for agents.**

gbrigandi/mcp-server-wazuh

A Rust-based server designed to bridge the gap between a Wazuh Security Information and Event Management (SIEM) system and applications requiring contextual security data, specifically tailored for the Claude Desktop Integration using the Model Context Protocol (MCP).

gemini-faf-mcp

> **Unify your AI project context.** One file to rule them all.

gimp-mcp

[](https://www.gnu.org/licenses/gpl-3.0)

GitLab Documentation MCP Server

A Model Context Protocol (MCP) server that provides searchable access to GitLab's official documentation. This server indexes markdown documentation from multiple GitLab OSS repositories and makes it available for AI assistants and other MCP clients.

GLEIF MCP Server

Verify any company's legal identity in one question. Look up LEI codes, validate counterparties, and trace corporate ownership structures using the official GLEIF database. Covers 2.8M+ entities across 200+ jurisdictions.

godot-mcp

**Give your AI assistant full access to the Godot editor.**

google-cloud-mcp

Model Context Protocol server for Google Cloud services

gopeak

GoPeak — The most comprehensive MCP server for Godot Engine. 95+ tools: scene management, GDScript LSP diagnostics, DAP debugger, screenshot capture, input injection, ClassDB introspection, CC0 asset library. AI-assisted game development with Claude, Cursor, Cline, OpenCode.

gorev

Documentation and quality tools for Gorev project

grok-faf-mcp

grok-faf-mcp | FAST⚡️AF • First MCP server for Grok • URL-based AI context • IANA-registered .faf format (application/vnd.faf+yaml)

guidance-for-vibe-coding-with-aws-mcp-servers

PNPM Monorepo for the Vibe Coding AI Agents with AWS MCP Servers Repository

guillochon/mlb-api-mcp

[](https://github.com/guillochon/mlb-api-mcp/actions/workflows/ci.yml)

GWAS Bioinformatics MCP Server

[](https://badge.fury.io/py/gwas-mcp)

HaroldFinchIFT/vuln-nist-mcp-server

A Model Context Protocol (MCP) server for querying NIST National Vulnerability Database (NVD) API endpoints.

Hashfile MCP

**Fine-Grained Control for AI File Operations** — A Model Context Protocol (MCP) server that gives you surgical precision over file editing and ironclad control over file access.

haskell-mcp-server

A fully-featured Haskell library for building [Model Context Protocol (MCP)](https://modelcontextprotocol.io/) servers.

healthcare-mcp-public

Healthcare MCP Server for medical information access

Hindsight MCP

<img src="https://raw.githubusercontent.com/Rbfinch/hindsight-mcp/main/assets/hindsight-logo.png" alt="Hindsight Logo" width="120">

hlydecker/ucsc-genome-mcp

A Model Context Protocol (MCP) server that provides comprehensive access to the UCSC Genome Browser API. This server enables LLM applications to query genomic data, sequences, tracks, and metadata from the UCSC Genome Browser.

hmem — Humanlike Memory for AI Agents

Humanlike memory for AI agents — MCP server with 5-level lazy-loaded SQLite memory

How-To-Create-MCP-Server

This guide will help you set up a basic MCP (Model Context Protocol) server in .NET, configure it in VS Code, and interact with it using Copilot Chat.

HTML to Markdown MCP Server

MCP (Model Context Protocol) server for converting HTML webpages to clean Markdown format. Reduces HTML size by ~90-95% while preserving tables, images, and important content - perfect for AI context.

huly-mcp

MCP server for Huly integration

Human-In-the-Loop-MCP-Server


huoshui-file-converter

A secure MCP (Model Context Protocol) server for document format conversion within a specified working directory.

hyperb1iss/lucidity-mcp

<div align="center">

ida-mcp-rs

Headless IDA Pro MCP server for AI-powered reverse engineering.

imessage-max

<p align="center">

imprvhub/mcp-browser-agent

A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities.

imprvhub/mcp-claude-spotify

Model Context Protocol server for Spotify using Claude Desktop

imprvhub/mcp-domain-availability

[](https://smithery.ai/server/@imprvhub/mcp-domain-availability)

imprvhub/mcp-status-observer

Model Context Protocol Server for monitoring Operational Status of major digital platforms in Claude Desktop

interactive-terminal

MCP server that gives AI agents (Claude Code, Cursor, Windsurf) real interactive terminal sessions — run REPLs, SSH, databases, Docker, and any interactive CLI with clean output and smart completion detection

iotdb-mcp-server

[](https://smithery.ai/server/@apache/iotdb-mcp-server)

ivo-toby/contentful-mcp

MCP server for Contentful Content Management API integration

iz-tolk-mcp — Tolk Compiler for TON

MCP server for Tolk smart contract compiler — compile, analyze, and explore TON smart contracts from any MCP-compatible AI assistant

jadx-mcp-server

<div align="center">

jamaican-law-mcp

Jamaican law database covering data protection, cybersecurity, e-commerce, and criminal law provisions via Model Context Protocol

janreges/ai-distiller-mcp

> **Note:** This is the very first version of this tool. We would be very grateful for any feedback in the form of a discussion or by creating an issue on [GitHub](https://github.com/janreges/ai-distiller/issues). Thank you\!

jasonjmcghee/claude-debugs-for-you

Enable an MCP Client, such as Claude Desktop to directly debug code with breakpoints

JMoak-chrono-mcp

A Model Context Protocol (MCP) server providing real-time date, time, and timezone tools with calculation capabilities

Judges Panel

45 specialized judges that evaluate AI-generated code for security, cost, and quality.

KIP

**[English](./README.md) | [中文](./README_CN.md)**

kubeview

Read-only MCP server enabling code-driven AI analysis of Kubernetes clusters

laravel-loop


last9/last9-mcp-server

Last9 MCP Server - Model Context Protocol server implementation for Last9

lharries/whatsapp-mcp

This is a Model Context Protocol (MCP) server for WhatsApp.

LibreNMS MCP

<!-- mcp-name: io.github.mhajder/librenms-mcp -->

liechtenstein-law-mcp

Liechtenstein law database covering data protection, cybersecurity, e-commerce, and criminal law provisions via Model Context Protocol

linkedin-article-publisher-skill

[English](README.md) | [中文](README_CN.md)

lintbase-mcp

MCP server for LintBase — give AI coding agents real-time database schema context.

lovable-mcp-server

Unofficial MCP server for analyzing Lovable-generated projects with Claude Desktop. Community-built tool for enhanced development workflow. Not affiliated with Lovable.

mariocandela/beelzebub

[](https://github.com/mariocandela/beelzebub/actions/workflows/ci.yml) [](https://github.com/mariocandela/beelzebub/actions/workflows/docker-image.yml) [](https://github.com/mariocandela/beelzebub/actions/workflows/codeql.yml)

massive-context-mcp

<!-- mcp-name: io.github.egoughnour/massive-context-mcp -->

mattjegan/swarmia-mcp

A Model Context Protocol (MCP) server that provides access to Swarmia's Export API. This server allows you to fetch various metrics and reports from Swarmia including pull request metrics, DORA metrics, investment balance reports, software capitalization reports, and effort reporting.

mattjoyce/mcp-persona-sessions

A Model Context Protocol (MCP) server that enables AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations.

mcp-apache-spark-history-server

[](https://github.com/kubeflow/mcp-apache-spark-history-server/actions)

mcp-arangodb-async

<!-- mcp-name: io.github.PCfVW/mcp-arangodb-async -->

MCP AutoMem

MCP server for AutoMem: AI memory storage and recall

mcpbundler-agent-skills-marketplace

Marketplace for Agent skills curated for the MCPBundler app(https://mcpbundler.com)

mcp-canvas-lms

A comprehensive Model Context Protocol (MCP) server for Canvas LMS with full student functionality and account management

mcp-context-server

[](https://pypi.org/project/mcp-context-server/) [](https://registry.modelcontextprotocol.io/?q=io.github.alex-feel%2Fmcp-context-server) [](https://github.com/alex-feel/mcp-context-server/blob/main/LICENSE) [](https://deepwiki.com/alex-feel/mcp-context-server)

mcp-datahub

[](https://mcp-datahub.txn2.com)

mcp-governance-sdk

Governance layer (Identity, RBAC, Credentials, Audit, Logging, Tracing) for Model Context Protocol (MCP) servers.

mcp-grafana

[](https://github.com/grafana/mcp-grafana/actions/workflows/unit.yml)

mcp-klever-vm

MCP server for Klever blockchain smart contract development

MCP Local WP

MCP server for WordPress database access via Local by Flywheel

mcp-neo4j-memory-server

MCP Memory Server with Neo4j backend

mcp-odoo

An MCP server implementation that integrates with Odoo ERP systems, enabling AI assistants to interact with Odoo data and functionality through the Model Context Protocol.

MCPollinations

Model Context Protocol (MCP) server for the Pollinations APIs with image saving functionality.

mcp-openmemory

MCP server for memory management with long-term and short-term memory capabilities using local database

mcp-probe-kit

AI-Powered Development Toolkit - MCP Server with 22 tools covering code quality, development efficiency, project management, and UI/UX design. Features: Structured Output, Workflow Orchestration, UI/UX Pro Max, and Requirements Interview.

mcp-sap-docs

Offline SAP documentation MCP server with unified local + online search

MCP-Server_AI-interaction

# AI Interaction Tool - MCP Server

mcp_server_exe

Turn MCP server into an executable file

mcp-server-for-revit-python

mcp_server_ros_2

[](https://discord.gg/9aSw6HbUaw)

mcp-server-semgrep

MCP Server for Semgrep Integration - static code analysis with AI

mcp-server-starrocks

[](https://mseep.ai/app/starrocks-mcp-server-starrocks)

MCP-Server-Starter

A Model Context Protocol server starter template

mcp-server-starter-ts

A minimalistic MCP server demonstrating tools, resources, and prompts

mcp-server-typescript

A Model Context Protocol (MCP) server for the DataForSEO API, enabling modular and extensible integration of DataForSEO endpoints with support for both HTTP and SSE transports.

mcp-server-zotero-dev

MCP server for Zotero plugin development

mcp-task-manager-server

My new MCP Server

mcp-tasks

An efficient task manager. Designed to minimize tool confusion and maximize LLM budget efficiency while providing powerful search, filtering, and organization capabilities across multiple file formats (Markdown, JSON, YAML)

MCP Toolbox for Databases


mcp-turso-cloud

MCP server for integrating Turso with LLMs

mcp-yfinance-server

[](https://mseep.ai/app/adity-star-mcp-yfinance-server)

melchizedek

Persistent memory for Claude Code with hybrid search (BM25 + vectors + reranker) — MCP plugin

MerabyLabs/promptarchitect-mcp

MCP (Model Context Protocol) server for PromptArchitect - AI-powered prompt engineering tools for Claude, Cursor, VS Code, Windsurf, Zed & more

metorial-index

Metorial MCP Index - An ever growing list of open source MCP servers 📁 🎉

metorial-platform

The engine powering hundreds of thousands of MCP connections 🤖 🔥

mfukushim-map-traveler-mcp

Virtual traveler library for MCP

microclaw

<img src="icon.png" alt="MicroClaw logo" width="56" align="right" />

Microsoft Learn MCP

[](https://vscode.dev/redirect/mcp/install?name=microsoft-learn&config=%7B%22type%22%3A%22http%22%2C%22url%22%3A%22https%3A%2F%2Flearn.microsoft.com%2Fapi%2Fmcp%22%7D)

mimer-mcp

A Model Context Protocol (MCP) server that provides Mimer SQL database connectivity to browse database schemas, execute read-only queries with parameterization support, and manage stored procedures.

mind-map

Mind Map Model Context Protocol server for Claude Code - intelligent project knowledge graph with brain-inspired intelligence

mindvalley-products-mcp

Model Context Protocol (MCP) server providing AI assistants with structured data on Mindvalley's educational offerings - products, masterclasses, programs, and certifications

mirror-mcp

A Model Context Protocol (MCP) server that provides a reflect tool, enabling LLMs to engage in self-reflection and introspection through recursive questioning and MCP sampling.

mmntm/weblate-mcp

A Model Context Protocol (MCP) server for Weblate translation management

MoldSim MCP Server

MCP server for injection molding simulation knowledge — material properties, process validation, troubleshooting, and simulation spec generation

Motor Current Signature Analysis

<!-- mcp-name: io.github.LGDiMaggio/mcp-server-mcsa -->

mssqlclient-mcp-server

> **Breaking Change in 0.0.5:** Query and stored procedure execution tools are now **disabled by default** for security. If you were relying on the previous defaults, you must now explicitly enable them by setting the corresponding environment variables to `"true"`:

MyAgentHubs/aimemo

[](https://golang.org/) [](LICENSE) [](https://github.com/MyAgentHubs/aimemo/releases)

my-cool-proxy

An MCP server gateway that minimizes context usage via progressive Lua-driven discovery 🌙

mysql-mcp-server-sse

---

.NET MCP Server

<!-- mcp-name: io.github.jongalloway/dotnet-mcp -->

Next-Unicorn-Skill

Stop Vibe Coding debt: audit your codebase, replace reinvented wheels with unicorn-grade libraries, scan vulnerabilities, auto-update deps, and auto-create PRs — all verified via Context7 MCP.

nihalxkumar/arch-mcp

[](https://pepy.tech/projects/arch-ops-server)

nucleus

> ⚠️ **official repository** → **[nucleus-mcp](https://github.com/eidetic-works/nucleus-mcp)**

odin-claude-plugin

**ODIN** (Outline Driven INtelligence) - Advanced code agent system for Claude Code with surgical precision, diagram-first engineering, and comprehensive workflow automation.

OmniFocus-MCP

Model Context Protocol (MCP) server that integrates with OmniFocus for AI assistant interaction

openakita

<p align="center">

openfoam-mcp-server

🚀 **Intelligent CFD education and problem-solving system** - OpenFOAM Model Context Protocol server with AI-powered educational capabilities including Socratic questioning, context engineering, and systematic error resolution.

opensearch-mcp-server-py


org-mcp-server

[](https://github.com/szaffarano/org-mcp-server/actions/workflows/ci.yml)

orionbelt-analytics

<!-- mcp-name: io.github.ralfbecher/orionbelt-analytics -->

orionbelt-semantic-layer

<p align="center">

osint-tools-mcp-server

MCP server exposing multiple OSINT tools for AI assistants

osm-tagging-schema-mcp

MCP server for querying and validating OpenStreetMap tags

paiml-mcp-agent-toolkit

<h1 align="center">PMAT</h1>

pandas-mcp-server

[](https://opensource.org/licenses/MIT)

Pare

Dev tools, optimized for agents. ~85% fewer tokens, 100% structured output.

particlefuture/MCPDiscovery

[](https://mcp.1mcpserver.com/)

payloadcmsmcp

Payload CMS 3.0 MCP Server - A specialized Model Context Protocol server for Payload CMS

pdf-rag-mcp-server

PDF RAG server for cursor.

penpot-mcp

<p align="center">

persistent-ai-memory

[](https://opensource.org/licenses/MIT)

phone-mcp


phuongrealmax/code-guardian

AI-powered code refactor engine for large repositories, built on Claude Code + MCP.

physbound

<!-- mcp-name: io.github.JonesRobM/physbound -->

playwright-mcp

Playwright Tools for MCP

powhttp-mcp

<p align="center">

PubChem-MCP-Server

Model Context Protocol server for PubChem chemical database access

Python Exec Sandbox

<!-- mcp-name: io.github.lu-zhengda/mcp-python-exec-sandbox -->

qubic-mcp

MCP server for the Qubic cryptocurrency — balances, transfers, smart contracts, QX DEX, network switching, and developer tools for AI assistants.

r33drichards/mcp-js

A Rust-based Model Context Protocol (MCP) server that exposes a V8 JavaScript runtime as a tool for AI agents like Claude and Cursor. Supports persistent heap snapshots via S3 or local filesystem, and is ready for integration with modern AI development environments.

rails-mcp-server

A Ruby implementation of a Model Context Protocol (MCP) server for Rails projects. This server allows LLMs (Large Language Models) to interact with Rails projects through the Model Context Protocol, providing capabilities for code analysis, exploration, and development assistance.

raveenb/fal-mcp-server

[](https://github.com/raveenb/fal-mcp-server/actions/workflows/ci.yml)

Relay

<!-- mcp-name: io.github.mhcoen/mcp-relay -->

Remote-MCP

render-mcp-server

The Render MCP Server is a [Model Context Protocol (MCP)](https://modelcontextprotocol.io/introduction)

r-huijts/oorlogsbronnen-mcp

Model Context Protocol (MCP) server for accessing Dutch WWII archives via the Oorlogsbronnen API. Enables AI assistants to search and retrieve historical documents, photographs, and records from the Netherlands during 1940-1945, including resistance movements, Jewish persecution, and the Nazi occupation.

r-huijts/xcode-mcp-server

An MCP server for Xcode integration, enabling AI assistants to interact with Xcode projects

ros2_mcp

[](https://discord.gg/9aSw6HbUaw)

rrmistry/tilt-mcp

A Model Context Protocol (MCP) server that integrates with [Tilt](https://tilt.dev/) to provide programmatic access to Tilt resources and logs through LLM applications.

runekaagaard/mcp-alchemy

<a href="https://www.pulsemcp.com/servers/runekaagaard-alchemy"><img src="https://www.pulsemcp.com/badge/top-pick/runekaagaard-alchemy" width="400" alt="PulseMCP Badge"></a>

runno

Monorepo for @runno packages

sauce-api-mcp

[//]: # (mcp-name: io.github.saucelabs-sample-test-frameworks/sauce-api-mcp)

Screaming Frog SEO Spider MCP Server

An MCP (Model Context Protocol) server that gives Claude (or any MCP-compatible client) programmatic access to [Screaming Frog SEO Spider](https://www.screamingfrog.co.uk/seo-spider/) — crawl websites, export crawl data, and manage your crawl storage, all from your AI assistant.

securityfortech/secops-mcp

[](https://archestra.ai/mcp-catalog/securityfortech__secops-mcp)

seo-crawler-mcp

Crawl and analyse websites for SEO errors and issues using Crawlee with SQLite storage

server-wp-mcp

The WordPress MCP server enables AI assistants to interact with WordPress sites through a standardized interface. It handles authentication and provides a secure way to discover and interact with WordPress REST API endpoints.

servicenow-nodejs

Multi-instance ServiceNow MCP server with 40+ tools, natural language search, and local script development

SHAFT MCP

<h1>

SharpToolsMCP

SharpTools is a robust service designed to empower AI agents with advanced capabilities for understanding, analyzing, and modifying C# codebases. It leverages the .NET Compiler Platform (Roslyn) to provide deep static analysis and precise code manipulation, going far beyond simple text-based operations.

sim-xia/blind-auditor

"Code -> audit -> amend -> audit again -> pass."

sim-xia/skill-cortex-server

一个第三方 MCP 服务器：让所有 IDE 获得 Claude Code Skills 的能力。

siyuan_mcp_server

Model Context Protocol (MCP) server for SiYuan Note, providing complete SiYuan API functionality

solana-dev-mcp

southafrica-law-mcp

South African law database covering POPIA, cybercrimes, electronic transactions, companies, and consumer protection law with full-text search via MCP

Spark SQL

<!-- mcp-name: io.github.aidancorrell/spark-sql-mcp-server -->

SQL Sentinel MCP Server

<!-- mcp-name: io.github.tkmawarire/sql-sentinel -->

srijanshukla18/xray

[](https://python.org) [](https://modelcontextprotocol.io) [](https://ast-grep.github.io)

STAMP

<img src="docs/STAMP_logo.svg" width="250px" align="right"></img>

steampipe-mcp

Steampipe MCP server to query cloud infrastructure, SaaS, code and more with SQL using AI.

strudel-mcp-server

Advanced MCP server for AI-powered music generation with Strudel.cc

suekou/mcp-notion-server

MCP server for interacting with Notion API based on Node

SunflowersLwtech/mcp_creator_growth

[English](README.md) | [简体中文](README_zh-CN.md) | [繁體中文](README_zh-TW.md)

sunriseapps/imagesorcery-mcp

**ComputerVision-based 🪄 sorcery of local image recognition and editing tools for AI assistants**

surrealdb-mcp-server

A Model Context Protocol (MCP) server that provides a standardized interface for AI assistants to interact with a SurrealDB database.

swarm-at

Hash-chained public record of verified agent settlements. Append-only, tamper-evident, auditable by anyone.

symfony-mcp-server

<h1 align="center">Symfony MCP Server</h1>

takleb3rry/zitadel-mcp

MCP server for Zitadel identity management — manage users, projects, apps, roles, and service accounts

terminal-mcp

<!-- mcp-name: io.github.mkpvishnu/terminal-mcp -->

thoughtbox

MCP server providing cognitive enhancement tools for LLM agents: structured reasoning, mental models, and literate programming notebooks

uptier

MCP-powered To-Do application with intelligent task prioritization

user-prompt


ux-mcp-server

MCP server providing 28 UX knowledge resources, 23 analysis tools & 4 workflow prompts. Works with Claude, Cursor, Continue.dev, Cline, Zed & any MCP client. Complete UX ecosystem coverage.

wass-mcp

A Model Context Protocol (MCP) server for web application security scanning.

willianpinho/large-file-mcp

Production-ready MCP server for intelligent handling of large files with smart chunking, navigation, and streaming capabilities

workers-mcp-server

Talk to a Cloudflare Worker from Claude Desktop!

x51xxx/codex-mcp-tool

MCP server for Codex CLI integration

xclaude-plugin

Token-efficient iOS development automation plugin for Claude Code

xc-mcp

MCP server that wraps Xcode command-line tools for iOS/macOS development workflows

xcodeproj-mcp-server


xexr/mcp-libsql

MCP server for libSQL database operations

XGenerationLab/xiyan_mcp_server

<h1 align="center">XiYan MCP Server</h1>

yannbrrd/simple_snowflake_mcp

[](https://archestra.ai/mcp-catalog/yannbrrd__simple_snowflake_mcp)

youichi-uda/godot-mcp-pro

Premium MCP (Model Context Protocol) server for AI-powered Godot game development. Connects AI assistants like Claude directly to your Godot editor with **163 powerful tools**.

zilliztech/mcp-server-milvus

> The Model Context Protocol (MCP) is an open protocol that enables seamless integration between LLM applications and external data sources and tools. Whether you're building an AI-powered IDE, enhancing a chat interface, or creating custom AI workflows, MCP provides a standardized way to connect LLMs with the context they need.

z-image-studio


zinja-coder/apktool-mcp-server

<div align="center">

zkettle

Self-hosted zero-knowledge expiring secrets. Encrypt locally, store ciphertext on the server, share a URL with the decryption key in the fragment. The server never sees the plaintext or the key.

Zmanim MCP Server

<!-- mcp-name: io.github.ariroffe72/zmanim-mcp-server -->

advanced-homeassistant-mcp

Home Assistant Model Context Protocol Server - Control your smart home through AI assistants

agent-bom

<p align="center">

ai-agent-team

AI Agent Team - 拥有24/7专业AI开发团队：产品经理、前端开发、后端开发、测试工程师、DevOps工程师、技术负责人。全新Thread Manager让AI拥有记忆！支持任务线程管理、自动Git版本控制、完整上下文恢复。一键安装，开发效率飙升200%！集成drawnote、tidymydesktop、softcopyright、changelog-generator和thread-manager五大智能Skill。

AIM-Intelligence/AIM-Guard-MCP

AIM MCP Server :: Guard and Protect your MCPs & AI Chatting

airflow-mcp-server

mcp-name: io.github.abhishekbhakat/airflow-mcp-server

a-mem-mcp

<p align="center">

api-tester

[](https://github.com/ryudi84/sovereign-mcp-servers/stargazers)

cursor10x-mcp

Memory System for Cursor using MCP - Provides persistent context awareness for Claude

DB Connect MCP

<!-- mcp-name: io.github.yugui923/db-connect-mcp -->

devrag

**Free Local RAG for Claude Code - Save Tokens & Time**

docker/hub-mcp

MCP Server that dynamically generates tools from OpenAPI specifications

EchoVault Memory

<p align="center">

Flyto Core

[](https://pypi.org/project/flyto-core/)

gitmem

Persistent learning memory for AI coding agents. Memory that compounds.

gtm-alpha-consultant

JSON-LD Schema files for GTMExpert.com - B2B GTM Consulting by Shashwat Ghosh. Includes HyperPlays as subOrganization.

HackTricks MCP Server

MCP server for searching HackTricks documentation

Higress

<a name="readme-top"></a>

joshuarileydev/app-store-connect-mcp-server

lenspr

<p align="center">

Mattbusel/Reddit-Options-Trader-ROT-

[](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-/actions/workflows/ci.yml)

mcp-center


mcp_massive

<a href="https://massive.com">

mcp-zap-server


MisterSandFR-supabase-mcp-selfhosted

Supabase MCP Server - Enhanced Edition v3.7 with 54+ MCP tools for 100% autonomous Supabase management

mnemex

<!-- mcp-name: io.github.prefrontal-systems/cortexgraph -->

polygon-io/mcp_polygon)

<a href="https://massive.com">

PolyMCP

<p align="center">

ris

MCP Server for Austrian Legal Information System (RIS) - TypeScript

room

Open-source local AI agent framework — Queen, Workers, Quorum. Experimental research tool.

rulego-server

[](https://mseep.ai/app/1dab5ea4-ee7a-4679-86a0-88f83011392b)